{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "563b3e80",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from snownlp import SnowNLP\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False \n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid',{'font.sans-serif':['simhei','Arial']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e4a8ee16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始数据 1\n",
      "                          标题      日期\n",
      "0      十大博客看后市：2600点下方将现低吸机会  12月07日\n",
      "1              杨德龙：跨年度行情能否出现  12月07日\n",
      "2         午后名博看市：2600点得失至关重要  12月07日\n",
      "3  李大霄：2449点成为A股历史第五个底部正变为事实  12月07日\n",
      "4  杨德龙：2019年可能会出现“美股向下、A股向上”  12月07日\n",
      "\n"
     ]
    }
   ],
   "source": [
    "orig_comments=pd.read_csv(r'stocktextming.csv')\n",
    "orig_comments.drop(\"日期时间\",axis=1,inplace=True)\n",
    "print('原始数据',1)\n",
    "print(orig_comments.head())\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "aaa39692",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "情绪得分\n",
      "                          标题      日期        情绪\n",
      "0      十大博客看后市：2600点下方将现低吸机会  12月07日  0.108485\n",
      "1              杨德龙：跨年度行情能否出现  12月07日  0.901201\n",
      "2         午后名博看市：2600点得失至关重要  12月07日  0.523612\n",
      "3  李大霄：2449点成为A股历史第五个底部正变为事实  12月07日  0.308116\n",
      "4  杨德龙：2019年可能会出现“美股向下、A股向上”  12月07日  0.667355\n",
      "\n"
     ]
    }
   ],
   "source": [
    "orig_comments['情绪']=None\n",
    "lenOrig=len(orig_comments)\n",
    "i=0\n",
    "while(i<lenOrig):\n",
    "    s=SnowNLP(orig_comments.iloc[i,0]).sentiments\n",
    "    orig_comments.iloc[i,2]=s\n",
    "    i=i+1\n",
    "print('情绪得分')\n",
    "print(orig_comments.head())\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a5f7648b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "每日评论平均情绪得分：\n",
      "              情绪  计数      情绪平均\n",
      "日期                            \n",
      "09月03日  0.397172   2  0.992931\n",
      "09月04日  7.164106  11  3.256412\n",
      "09月05日  5.696181   8  3.560113\n",
      "09月06日  4.476095   7  3.197211\n",
      "09月07日  4.904907   8  3.065567\n",
      "\n"
     ]
    }
   ],
   "source": [
    "numberByDay=orig_comments['情绪'].groupby(orig_comments['日期']).count()\n",
    "emotionByDay=orig_comments['情绪'].groupby(orig_comments['日期']).sum()\n",
    "markByDay=pd.DataFrame()\n",
    "markByDay['情绪']=emotionByDay\n",
    "markByDay['计数']=numberByDay\n",
    "markByDay['情绪平均']=markByDay['情绪']/markByDay['计数']*5\n",
    "print('每日评论平均情绪得分：')\n",
    "print(markByDay.head())\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7f17be8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "markByDay['order']=markByDay.index\n",
    "markByDay['日期']=None\n",
    "\n",
    "lenMBD=len(markByDay)\n",
    "i=0\n",
    "while(i<lenMBD):\n",
    "    str1=markByDay.iloc[i,3]\n",
    "    str2='2018-'+str1[0:2] +'-'+str1[3:5]\n",
    "    markByDay.iloc[i,4]=str2\n",
    "    i=i+1\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c8601888",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "上证指数：\n",
      "         date     open     high    close      low      volume  price_change  \\\n",
      "0  2018-12-07  2609.34  2614.58  2605.89  2599.28  1090749.88          0.71   \n",
      "1  2018-12-06  2629.82  2633.68  2605.18  2603.13  1416616.50        -44.63   \n",
      "2  2018-12-05  2629.83  2660.39  2649.81  2625.91  1545020.50        -16.15   \n",
      "3  2018-12-04  2651.56  2666.08  2665.96  2644.90  1679405.62         11.16   \n",
      "4  2018-12-03  2647.13  2665.30  2654.80  2629.18  2074789.50         66.61   \n",
      "\n",
      "   p_change       ma5      ma10      ma20       v_ma5      v_ma10      v_ma20  \n",
      "0      0.03  2636.328  2608.950  2629.010  1561316.40  1481092.41  1782418.64  \n",
      "1     -1.68  2632.788  2606.309  2628.659  1621824.47  1563491.98  1804104.31  \n",
      "2     -0.61  2625.240  2610.334  2630.182  1652838.65  1571139.39  1813091.23  \n",
      "3      0.42  2615.626  2610.504  2629.758  1635761.50  1599233.79  1822441.19  \n",
      "4      2.57  2597.370  2608.493  2629.428  1547197.25  1647184.53  1820305.65  \n",
      "深证指数：\n",
      "         date     open     high    close      low       volume  price_change  \\\n",
      "0  2018-12-07  7741.73  7765.14  7733.89  7712.27  166896832.0         -1.16   \n",
      "1  2018-12-06  7854.59  7872.45  7735.05  7725.99  208415904.0       -193.46   \n",
      "2  2018-12-05  7825.12  7972.98  7928.51  7808.74  224383040.0        -25.21   \n",
      "3  2018-12-04  7916.55  7954.31  7953.72  7890.66  223747648.0         15.25   \n",
      "4  2018-12-03  7901.83  7968.09  7938.47  7835.23  265804512.0        256.72   \n",
      "\n",
      "   p_change       ma5      ma10      ma20        v_ma5       v_ma10  \\\n",
      "0     -0.01  7857.928  7757.654  7838.648  217849587.2  207090702.4   \n",
      "1     -2.44  7847.500  7747.935  7834.381  221873430.4  216734310.4   \n",
      "2     -0.32  7819.892  7763.829  7832.530  223762076.8  218373801.6   \n",
      "3      0.19  7785.604  7761.825  7823.706  222382438.4  220044332.8   \n",
      "4      3.34  7721.892  7754.405  7815.583  213738608.0  226191689.6   \n",
      "\n",
      "        v_ma20  \n",
      "0  244942354.4  \n",
      "1  246287288.8  \n",
      "2  246326602.4  \n",
      "3  246439476.0  \n",
      "4  245773236.8  \n",
      "\n"
     ]
    }
   ],
   "source": [
    "shMarket = pd.read_csv(r'sh.csv',encoding = 'utf-8')\n",
    "print('上证指数：')\n",
    "print(shMarket.head())\n",
    "szMarket = pd.read_csv(r'sz.csv',encoding = 'utf-8')\n",
    "print('深证指数：')\n",
    "print(szMarket.head())\n",
    "print()\n",
    "Market=pd.DataFrame()\n",
    "Market['日期']=shMarket['date']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0c9f948b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New\n",
      "           日期  上证波动  深证波动\n",
      "0  2018-12-07  0.03 -0.01\n",
      "1  2018-12-06 -1.68 -2.44\n",
      "2  2018-12-05 -0.61 -0.32\n",
      "3  2018-12-04  0.42  0.19\n",
      "4  2018-12-03  2.57  3.34\n",
      "股市波动与评论情绪变化对比:\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Market['上证波动']=shMarket['p_change']\n",
    "Market['深证波动']=szMarket['p_change']\n",
    "print('New')\n",
    "print(Market.head())\n",
    "\n",
    "markByDay.set_index('日期',inplace=True)\n",
    "Market.set_index('日期',inplace=True)\n",
    "result = Market.join(markByDay)\n",
    "\n",
    "print('股市波动与评论情绪变化对比:')\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "plt.plot(result['上证波动'],'r-',label='上证波动',linewidth=1)\n",
    "plt.plot(result['深证波动'],'k:',label='深证波动',linewidth=3)\n",
    "plt.plot(result['情绪平均'],'b-.',label='情绪波动',linewidth=3)\n",
    "plt.title('三种波动对比',fontsize=20)\n",
    "plt.xlabel('交易日期',fontsize=15)\n",
    "plt.ylabel('波动率',fontsize=15)\n",
    "plt.legend()\n",
    "plt.savefig('stockTextMing.png',dpi=300,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d1d4253",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
